Culvert Scan-to-BIM
Reality-capture geometry translated into a clean structural model for inspection, coordination, and future simulation workflows.
- Reality capture
- Revit BIM
- Alignment QA
I turn ambiguous operational reality into runnable digital twins — and I own the roadmap, partners, and outcomes that make them get used.
My career has been one question asked at progressively higher stakes: how do you measure something real, model it, and make it better? I started in how we learn — curricula and learning analytics. I moved to how we work — human-performance analysis on Tesla's Fremont line, then AI-driven training systems. At CMU and HelioViews I moved to how we improve critical infrastructure itself — physics-informed digital twins of data centers and civil systems.
The method never changed: instrument reality, simulate it, optimize it with the best tools available. I build to prove, not to pitch — I'd rather ship a working closed-loop demo than a slide.
Reality-capture geometry translated into a clean structural model for inspection, coordination, and future simulation workflows.

Measured interior space reconstructed as a navigable twin, emphasizing geometry clarity and downstream utility over visual ornament.




Site-scale solar analysis with building-specific orientation and sun-hour studies staged as a lightweight urban digital twin.
A mission-control view of aerial inspection, thermal anomaly detection, and simulation-informed facility operations.
A point-based reconstruction treatment that moves from diffuse capture to crisp, simulation-ready spatial intelligence.
Flood behavior visualized against terrain and infrastructure to support resilient planning, communication, and digital-twin storytelling.
Own product end-to-end — roadmap, customer/GTM targeting, partner integration, and a 3-year scaling roadmap — while driving pre-seed positioning on the NVIDIA Inception track. Delivered a working city-scale MVP within a 30-day sprint.
Directed product strategy for an enterprise XR training platform; owned the roadmap and led cross-functional teams across content, engineering, and analytics; integrated NVIDIA enterprise AI tooling (ACE, NIM, Tokkio, Audio2Face) into shipped products.
Owned a product line for launch — content roadmap, learner satisfaction, and engagement — driving an 85% improvement in satisfaction and completion.
Built performance- and retention-analytics frameworks adopted into Tesla's Employee Performance Program.
Cross-functional fluency · Speaks to operators, controls engineers, and executives in their own terms — most of what makes a simulation actually get adopted.
Need someone to build the simulation, or to own the product around it? I do both — and I'd rather show you a working closed-loop demo than a deck. Zero-friction options below.